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Upstream project repository

Molecular dynamics trajectory loading and analysis routines.

Investigate Do selected trajectory observables agree with independent vector-geometry formulas?

Upstream project repository

Agent-based simulation components and model-analysis tools for Python.

Investigate How does activation order change the outcome of a fixed deterministic agent-interaction fixture?

UCI Machine Learning Repository

Artificial logical concepts for comparing learned rules with documented generating concepts.

Investigate Which MONK concept fails first when irrelevant features are retained under a fixed protocol?

Stan User's Guide / Stan Development Team

A guide to using ODE models in inference, including solver choices, stiffness, tolerances, parameter estimation and adjoint methods.

Investigate How much do inferred parameters shift as ODE tolerances are tightened for a harmonic oscillator with synthetic observations?

UCI Machine Learning Repository

Generated card hands with rule-based labels for testing rare combinatorial classes.

Investigate Can a poker-hand classifier identify rare hand classes on a split that excludes reordered duplicates?

UCI Machine Learning Repository

Artificial oscillatory sequences for testing methods against controlled temporal structure.

Investigate Can a period-aware baseline outperform persistence on a fixed pseudo-periodic holdout?

Upstream project repository

Symbolic and numerical tools for deriving and simulating multibody dynamics.

Investigate Does a simple generated mechanical model satisfy the independently derived dynamics and energy behavior?

Upstream project repository

Model-order reduction tools for parameterized dynamical systems and numerical models.

Investigate How does reduced-basis dimension affect held-out error in a fixed linear parametric model?

Upstream project repository

Analysis and design tools for linear and nonlinear control systems.

Investigate Do state-space and transfer-function forms produce the same first-order step response within fixed tolerances?

Upstream project repository

Numerical simulation and analysis of quantum systems and open-system dynamics.

Investigate Does a fixed two-level evolution preserve trace and reproduce analytic populations under the chosen equation?

Upstream project repository

N-body simulation with gravitational dynamics integrators and analysis interfaces.

Investigate How do selected time steps affect energy and orbital-phase error for an analytic two-body orbit?

Upstream project repository

Sampling and analysis methods for global sensitivity analysis of computational models.

Investigate How do estimated variance-based sensitivity indices converge for a fixed analytic benchmark?